Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "42" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 251 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 231 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3360 try: -> 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() KeyError: 'Ant' The above exception was the direct cause of the following exception: KeyError Traceback (most recent call last) /tmp/ipykernel_22174/3863632283.py in <module> 8 # Add this day to the antenna 9 row = df.loc[n] ---> 10 antnum = row['Ant'] 11 if antnum != int(antenna): 12 continue ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key) 940 941 elif key_is_scalar: --> 942 return self._get_value(key) 943 944 if is_hashable(key): ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable) 1049 1050 # Similar to Index.get_value, but we do not fall back to positional -> 1051 loc = self.index.get_loc(label) 1052 return self.index._get_values_for_loc(self, loc, label) 1053 ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: -> 3363 raise KeyError(key) from err 3364 3365 if is_scalar(key) and isna(key) and not self.hasnans: KeyError: 'Ant'
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.078832 | -0.713056 | 0.079767 | -0.269230 | 0.431904 | 0.378388 | -0.425315 | -0.573627 | 0.7748 | 0.7696 | 0.2344 | 24.292552 | 18.371266 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.718091 | 1.068772 | -0.355453 | 0.380554 | 0.659098 | 0.548592 | -0.860126 | -0.806825 | 0.7064 | 0.6938 | 0.2202 | 7.944909 | 6.886395 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.514610 | -0.482724 | -0.068310 | -0.594877 | 1.115521 | -0.456934 | 2.163935 | -0.116051 | 0.0522 | 0.0499 | 0.0067 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 342.600548 | 349.871921 | inf | inf | 32.993592 | 81.034302 | 170.387880 | 998.762539 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 349.204621 | 362.524920 | inf | inf | 30.328094 | 36.382483 | 161.627634 | 253.985473 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.004962 | 0.902727 | -0.110694 | 0.238052 | 0.055401 | 0.323251 | -0.911450 | -0.890556 | 0.6793 | 0.6678 | 0.2445 | 8.487809 | 7.296459 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.051090 | 0.284170 | -0.314748 | 0.427370 | 0.044327 | -0.414959 | -0.773362 | -0.667590 | 0.7605 | 0.7395 | 0.1994 | 15.083372 | 10.517019 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | -0.644377 | 0.810643 | 6.071773 | -0.350517 | -23.333991 | -23.858603 | -4.675000 | -4.393628 | nan | nan | nan | 4.922166 | 5.287642 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.000308 | 1.111591 | 0.091110 | 0.466302 | -1.220244 | 0.259973 | -0.930517 | -0.264994 | 0.6215 | 0.6291 | 0.3161 | 5.379842 | 5.106524 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.541729 | 0.875247 | -0.151328 | 1.022304 | -0.003333 | -0.189887 | 0.635986 | 0.090157 | 0.0426 | 0.0524 | 0.0039 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.602410 | 5.595912 | 7.294318 | 0.947159 | 11.291764 | 13.204551 | 38.620246 | 42.381113 | 0.5775 | 0.5802 | 0.3245 | 6.063362 | 4.909693 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.134291 | 1.373318 | 2.544772 | 2.270562 | -0.723046 | 0.619055 | -0.993618 | -0.485791 | 0.6204 | 0.6198 | 0.3377 | 5.720788 | 6.126726 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 291.719445 | 296.101098 | inf | inf | 11597.978912 | 11426.375462 | 6076.035513 | 6056.694409 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.033929 | 1.698137 | 2.359364 | 1.958393 | -0.617365 | 0.879117 | -0.943129 | -0.494207 | 0.6210 | 0.6186 | 0.3401 | 3.768294 | 3.643190 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.679111 | 1.177613 | 3.175968 | 2.231208 | -0.603591 | 0.301711 | -1.309562 | -0.547031 | 0.6212 | 0.6246 | 0.3356 | 7.290349 | 6.900611 |
| 2459579 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.782530 | 1.292390 | 3.728563 | 3.015080 | -0.299614 | 1.433694 | -1.155792 | -0.219001 | 0.6170 | 0.6206 | 0.3386 | 6.197331 | 5.266384 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.175597 | -0.214868 | 0.214718 | -0.504583 | 1.371254 | 0.406258 | -0.457406 | -0.175226 | 0.0521 | 0.0592 | 0.0087 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.940688 | 1.445943 | 2.359857 | 1.977071 | -0.394300 | 1.237219 | -1.095231 | -0.525318 | 0.6255 | 0.6278 | 0.3360 | 4.957414 | 4.562099 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.392840 | 1.480347 | 1.862533 | 1.821073 | -0.467291 | 1.570474 | -1.045164 | -0.250672 | 0.6242 | 0.6290 | 0.3402 | 6.954416 | 6.710726 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.797279 | 0.779996 | 1.709102 | 1.655316 | -0.090981 | 0.946322 | 1.397226 | 1.869049 | 0.7013 | 0.7027 | 0.3029 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.577366 | 1.222794 | 1.507874 | 1.569297 | -0.367741 | 2.170363 | -0.737610 | -0.154038 | 0.6297 | 0.6346 | 0.3364 | 4.707076 | 4.578975 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.781805 | 0.912932 | 3.797002 | 2.880526 | 0.194708 | 1.187620 | -1.220743 | -0.048349 | 0.6078 | 0.6212 | 0.3423 | 8.593156 | 3.847192 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.279179 | 1.177754 | 1.821896 | 1.635392 | 0.057404 | 1.308068 | -1.253587 | 0.193743 | 0.6064 | 0.6223 | 0.3399 | 3.891946 | 4.402457 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.310209 | -0.201175 | 0.403006 | -0.583514 | 2.385730 | -0.531105 | -0.656776 | -0.199908 | 0.0565 | 0.0798 | 0.0113 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.242538 | 2.538559 | -1.303834 | 1.511008 | -0.775778 | 1.956258 | -0.356744 | 1.112659 | 0.6056 | 0.6420 | 0.3290 | 6.534324 | 7.646589 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.370283 | 0.792935 | 1.964370 | 1.885403 | 1.653933 | 1.524642 | 1.199164 | 2.046464 | 0.7185 | 0.7271 | 0.2108 | 4.826134 | 4.994603 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.819746 | 1.184342 | 2.432527 | 2.205988 | -0.483591 | 1.118654 | -0.639325 | -0.597757 | 0.6108 | 0.6186 | 0.3560 | 9.206442 | 5.825587 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 102571.649429 | 160872.719359 | 4946282.044049 | 4062984.468324 | nan | nan | -5.052525 | -5.052525 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.495041 | -0.102377 | 2.908714 | 0.059295 | -0.127171 | -1.612448 | -1.748400 | -1.428316 | 0.6294 | 0.6360 | 0.3346 | 3.510805 | 3.097400 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.246124 | 3.298838 | 23.759817 | 18.198144 | 11.757405 | 9.929632 | -1.723345 | -1.620108 | 0.6061 | 0.6146 | 0.3468 | 2.501051 | 2.610600 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.428443 | -0.464196 | 0.980451 | -0.457339 | -0.502853 | -2.205749 | -1.423675 | -1.219360 | 0.6151 | 0.6269 | 0.3409 | 2.958711 | 2.971958 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.872418 | 0.000444 | 1.486180 | 0.102052 | -0.238317 | -1.789208 | -2.121221 | -2.050509 | 0.6204 | 0.6356 | 0.3414 | 2.912751 | 2.902006 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.139978 | 0.104015 | 1.689474 | 0.354327 | 0.152925 | -0.783527 | -1.578466 | -1.461100 | 0.6286 | 0.6385 | 0.3324 | 3.160724 | 2.859077 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.120773 | 3.403761 | 12.758240 | 9.411457 | 12.824511 | 9.627830 | -1.694620 | -1.793475 | 0.6257 | 0.6297 | 0.3378 | 3.894827 | 3.171426 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0911 | 0.1239 | 0.0250 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.728665 | 3.614648 | 13.382089 | 9.697527 | 11.767486 | 8.426123 | -2.220660 | -2.811698 | 0.6363 | 0.6379 | 0.3325 | 3.883141 | 3.097898 |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6258 | 0.6314 | 0.3418 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.761519 | 4.150961 | 17.528681 | 13.811942 | 18.423510 | 13.604086 | 0.316235 | -0.028934 | 0.6378 | 0.6421 | 0.3382 | 8.007240 | 8.720641 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.643116 | 0.005495 | 1.539650 | 0.006471 | -0.293374 | -1.709349 | -1.939331 | -1.676962 | 0.6252 | 0.6322 | 0.3320 | 3.163077 | 2.804283 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0627 | 0.0854 | 0.0152 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.961781 | 3.339160 | 12.922639 | 9.888914 | 12.678805 | 9.437808 | -2.217367 | -2.179837 | 0.6304 | 0.6367 | 0.3414 | 3.601928 | 3.014725 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.638493 | 3.151575 | 25.691033 | 20.029003 | 0.446881 | 0.569252 | -2.065595 | -1.681271 | 0.6890 | 0.6908 | 0.3156 | 4.387910 | 3.392982 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 6.167755 | 2.677030 | 16.189887 | 11.772465 | 9.967170 | 9.130076 | 4.237556 | 3.183900 | 0.6921 | 0.6849 | 0.2940 | 3.649929 | 3.301270 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.098282 | 0.746358 | 2.919209 | 1.277878 | 0.910189 | -1.140221 | -1.051181 | -1.012480 | 0.6908 | 0.6857 | 0.3157 | 3.057523 | 2.794662 |
| 2459536 | RF_maintenance | 100.00% | 37.06% | 37.06% | 0.00% | 100.00% | 0.00% | 9.493368 | 5.200103 | 21.457545 | 16.586795 | 19.789698 | 14.597087 | -3.389390 | -3.378592 | 0.4204 | 0.4195 | 0.2128 | 3.335655 | 2.476785 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459534 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.474091 | 0.376498 | 1.373681 | 0.390300 | -0.229156 | -1.367589 | -1.525529 | -0.363980 | 0.0944 | 0.0473 | 0.0062 | 1.176500 | 1.180237 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.750565 | 3.533538 | 13.248927 | 10.092306 | 10.773763 | 8.828067 | -2.525395 | -2.067222 | 0.0909 | 0.0648 | 0.0131 | 1.232285 | 1.240941 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.053273 | 4.410297 | 17.415774 | 12.952060 | 13.878610 | 10.690994 | -2.123503 | -1.921681 | 0.0841 | 0.0612 | 0.0128 | 1.213408 | 1.219390 |
| 2459530 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.520877 | -0.067993 | 1.283192 | 0.068747 | -0.101275 | -1.651719 | -1.798432 | -1.437838 | 0.0909 | 0.0667 | 0.0148 | 1.183235 | 1.197238 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.133535 | 4.668123 | 14.031375 | 10.868925 | 28.768071 | 18.486242 | -1.766200 | -1.300125 | 0.9020 | 0.9332 | 0.3049 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 7.588128 | 4.188032 | 19.229941 | 15.193884 | 11.586344 | 14.201542 | -5.452511 | -4.382471 | nan | nan | nan | 12.320835 | 8.240905 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.237126 | 3.743900 | 17.581143 | 12.990272 | 7.383475 | 13.057139 | -2.832159 | -2.316223 | 0.6979 | 0.6603 | 0.3376 | 5.712851 | 4.346475 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.574993 | 3.758804 | 8.982731 | 5.714359 | 3.759300 | 0.285840 | -0.901810 | -0.883443 | 0.0548 | 0.0608 | 0.0092 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.004134 | 5.677863 | 11.227141 | 8.205608 | 12.294716 | 7.543326 | 10.093757 | 9.312718 | 0.0872 | 0.0583 | 0.0043 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 84.531606 | 53.066277 | 110.505178 | 86.273238 | 108.945472 | 55.778345 | 729.215869 | 253.900749 | 0.0086 | 0.0096 | 0.0038 | 1.099248 | 1.106216 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Temporal Discontinuties | 1976.719843 | 63.527720 | 59.845274 | 120.633859 | 108.416927 | 21.811384 | 41.308851 | 1976.719843 | 1551.808999 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 1.498931 | -0.362541 | 0.753337 | 1.498931 | 0.504420 | -0.551115 | -0.332000 | -1.087265 | -0.543010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 2.402573 | -0.679662 | 0.372753 | 2.402573 | -0.031082 | 0.093791 | -0.392083 | -0.219880 | -0.440003 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | inf | 281.525428 | 281.574450 | inf | inf | 517.913496 | 513.405226 | 735.159890 | 726.566847 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 3.130201 | 0.746400 | -0.090952 | -0.008807 | 3.130201 | -0.483778 | 1.085819 | -0.567861 | -0.611446 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 1.830164 | 0.965951 | -1.207855 | 1.061460 | 1.830164 | -0.062242 | -0.301283 | -1.291204 | -1.518022 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 1.969125 | 0.526961 | -1.283946 | 1.002842 | 1.969125 | 0.725438 | -0.036100 | -0.392366 | -0.641549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 1.189935 | -1.377183 | 0.788293 | 1.189935 | 0.116094 | -0.962015 | 0.376964 | -0.621246 | -0.392989 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 3.015294 | 0.576573 | -0.827649 | 0.632458 | 3.015294 | 0.318477 | 1.327077 | -0.404973 | -1.317094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 9.126023 | 0.431779 | 0.159123 | 0.494084 | 9.126023 | -0.236237 | 3.064353 | -0.692127 | -0.660821 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 6.974383 | 0.587803 | 0.288141 | 6.974383 | 0.050741 | 4.626426 | -0.360444 | -0.780344 | -1.070436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 0.872614 | 0.382755 | -0.536126 | -0.401691 | 0.872614 | 0.177415 | -0.145674 | -0.395828 | -1.264088 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 0.868240 | -1.081552 | 0.324786 | -1.129218 | 0.277803 | -1.035298 | 0.868240 | -0.695728 | -0.045798 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 0.961330 | 0.705328 | -0.599416 | 0.556815 | 0.642918 | 0.961330 | -0.580929 | -0.427789 | -1.102024 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.422608 | -0.186564 | 0.422608 | 0.266674 | -0.051596 | -0.042865 | -1.070375 | -0.997853 | -1.196555 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.286703 | 0.286703 | -0.907396 | -0.427048 | -0.385860 | -0.313709 | -1.506916 | -0.391577 | -0.773792 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.601694 | -0.970855 | 0.601694 | -1.024759 | 0.157749 | -1.032981 | 0.430709 | -0.421019 | 0.050742 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.619091 | 0.619091 | -0.824074 | 0.146870 | -0.910812 | 0.186277 | -0.793963 | 0.105880 | -0.247113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Discontinuties | 0.585398 | 0.339838 | -0.678143 | -0.313681 | -0.821416 | 0.119107 | -1.135844 | 0.585398 | 0.037213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.115869 | 0.115869 | -0.878519 | -0.427862 | -0.378824 | -0.625429 | -1.146566 | -0.447389 | -0.440691 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.207281 | -0.938103 | 0.207281 | 0.028782 | -0.503632 | -1.106005 | -0.649216 | -0.759508 | -0.368955 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.826084 | -0.899210 | 0.826084 | -0.852757 | 0.185481 | -0.392244 | 0.105458 | -0.214208 | 0.109070 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.654882 | 0.654882 | -0.819905 | 0.136163 | -0.667023 | 0.159078 | -0.269708 | -0.316012 | -0.335831 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.367237 | 0.367237 | -0.984522 | -0.451739 | -0.278672 | 0.043340 | -0.789162 | -0.081142 | -0.743362 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Temporal Discontinuties | 2.931203 | -0.672306 | 0.674070 | -0.707273 | -0.140140 | 1.627395 | -0.168916 | 2.931203 | 1.672329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.350483 | 0.350483 | -1.034092 | -0.247362 | -0.668599 | -0.097800 | -1.393589 | -0.572415 | -0.601879 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 0.326437 | -0.981986 | 0.065318 | 0.326437 | -0.523369 | -0.380599 | -0.709750 | -1.094384 | -0.684830 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.413569 | -0.814470 | 0.413569 | -0.914228 | -0.131166 | -0.441424 | 0.314729 | -0.295549 | 0.003303 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.155293 | -0.901978 | 0.562246 | -0.939192 | 0.102429 | -0.782295 | 1.155293 | -0.673886 | -0.174682 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.065257 | 0.065257 | -0.712985 | -0.158446 | -0.878688 | -0.225648 | -0.846768 | -0.225775 | -0.611342 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.462246 | -0.833954 | 0.670648 | -0.958966 | -0.005115 | -1.224422 | 1.462246 | 0.131317 | -0.196547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.997864 | -0.829032 | 0.474068 | -0.930442 | 0.027114 | -0.777440 | 1.997864 | -0.563846 | 0.174426 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.900614 | 0.900614 | -0.756987 | 0.098620 | -1.028892 | 0.230875 | -0.200156 | -0.034500 | -0.351435 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.710817 | -0.652972 | 0.710817 | -0.110666 | -0.720374 | -0.214672 | -0.459779 | -0.143109 | -0.021242 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.534863 | -0.643066 | 0.534863 | 0.182104 | -0.436390 | -0.328846 | -0.163975 | -0.153498 | -0.228662 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.633170 | -0.743394 | 0.633170 | -1.052296 | 0.009900 | -1.079577 | -0.306740 | -0.405767 | 0.095005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 3.238456 | 0.954263 | 0.428036 | -0.176139 | -0.786798 | 0.410007 | 3.238456 | -0.480218 | -1.254028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | Not Found | ee Shape | 1.897924 | 1.809081 | 1.897924 | -0.316391 | -0.354536 | 0.152923 | -0.435400 | -1.452785 | -0.131853 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.309113 | 0.553644 | -1.094256 | 0.080108 | -1.082306 | 1.309113 | -0.883377 | 0.160235 | -0.615080 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | 1.726606 | 1.726606 | 0.763278 | -0.315539 | -0.652941 | 0.851803 | 0.080438 | 0.633673 | 0.732446 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 0.723654 | -1.162028 | -0.105829 | 0.723654 | -0.587983 | -0.269608 | -0.123535 | -0.919682 | -0.255229 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 3.273585 | 2.853945 | 2.137027 | -0.118050 | 0.132427 | 3.273585 | 0.720119 | -0.960515 | -0.056594 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 3.295423 | 1.523247 | 0.498730 | -0.206712 | -0.731654 | 0.639003 | 3.295423 | -0.306247 | -1.063008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 0.427675 | -0.616600 | 0.293206 | 0.136311 | -0.509742 | 0.205542 | 0.427675 | -0.890002 | -0.168315 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.072236 | 0.072236 | -1.070564 | -0.162916 | -0.738447 | -0.036169 | -0.942832 | -0.018816 | -0.470046 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.481850 | 0.205948 | 0.905362 | -0.600708 | -0.055869 | 1.481850 | 0.637644 | -0.748619 | -0.356340 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | 0.781077 | 0.095804 | 0.781077 | -0.681772 | -0.126891 | 0.515426 | 0.097761 | -1.053597 | -0.357965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | 1.128722 | 0.012909 | 1.128722 | -0.906328 | 0.071799 | 0.717664 | 0.402546 | -0.525548 | -0.498546 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.523734 | 0.523734 | -1.259997 | -0.071551 | 0.193196 | 0.243240 | -1.784418 | -0.077466 | -0.884908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | 0.664095 | 0.664095 | 0.111830 | -0.089469 | -0.696213 | 0.337495 | 0.270951 | -0.424145 | -0.821529 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.280546 | 0.072425 | 0.126141 | -0.938107 | -0.641656 | 1.280546 | 0.629273 | -0.910457 | -0.645456 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 0.657813 | -0.104895 | 0.009500 | -0.761139 | -0.409846 | 0.657813 | -0.334379 | -0.744906 | -0.459457 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.891241 | 0.011864 | 0.659706 | -0.820053 | -0.343623 | 1.891241 | 1.152334 | -0.937131 | -0.385243 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.322493 | -1.376534 | 0.322493 | -0.391870 | -0.211501 | -0.580812 | 0.000073 | -0.737828 | -0.108462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 3.800525 | -0.115278 | 0.231508 | -0.806739 | -0.260086 | 3.800525 | 1.681017 | -0.833379 | -0.374771 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Temporal Variability | 3.774796 | 0.757132 | 0.548881 | -0.375070 | -0.693770 | 3.774796 | 3.621073 | -0.213113 | -0.976743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | 0.810987 | 0.810987 | 0.487591 | -0.605256 | -0.820292 | -0.032240 | 0.717443 | -0.480383 | -0.806709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 0.611462 | 0.397289 | 0.248340 | -0.321901 | -0.705872 | 0.529032 | 0.611462 | -0.428345 | -0.810419 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Power | 0.252200 | -0.810912 | 0.093452 | 0.252200 | -0.319924 | -0.442912 | 0.123045 | -0.475191 | 0.047566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Temporal Variability | 1.032100 | 0.250256 | 0.637031 | -0.678221 | -0.336777 | 1.032100 | 0.543980 | -0.777688 | -0.375053 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | nn Shape | 0.141340 | 0.141340 | -0.999829 | -0.739881 | -0.105737 | -0.398839 | -0.944221 | -0.148207 | -0.415103 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Shape | 0.263865 | 0.155946 | 0.263865 | -0.610899 | -0.494146 | -0.038453 | -0.154498 | -0.751646 | -0.471432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | digital_ok | ee Temporal Variability | 0.921847 | 0.287494 | 0.489148 | -0.363502 | -0.322554 | -0.540401 | 0.921847 | -0.911933 | -0.581001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Temporal Discontinuties | 0.767203 | -0.736216 | 0.420700 | 0.229098 | 0.077022 | -0.347287 | 0.443389 | -0.406547 | 0.767203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Temporal Variability | 6.841669 | 1.189904 | 1.288570 | -0.901717 | -0.360715 | 6.841669 | -1.288449 | -2.956473 | -3.730018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Temporal Variability | 0.948568 | 0.192097 | 0.696520 | -0.910365 | -0.723002 | 0.948568 | 0.417842 | -0.884206 | -0.267773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | ee Temporal Variability | 62.247029 | 0.952558 | 1.175032 | -0.814139 | -0.222626 | 54.935761 | 62.247029 | 35.035112 | 35.785922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Shape | 0.493598 | -0.499192 | 0.493598 | -0.238515 | -0.176525 | -0.326928 | -0.363948 | -0.669502 | -0.503263 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Shape | 0.678098 | 0.678098 | -0.487535 | 0.082741 | -0.770515 | -0.125846 | 0.575251 | -0.396194 | -0.461092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | ee Temporal Discontinuties | 27336.821227 | 6983.434878 | 6983.434878 | 6500.974707 | 6500.974707 | 5323.282815 | 5323.282815 | 27336.821227 | 27336.821227 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Temporal Discontinuties | 5730.122975 | 1477.571037 | 1477.571037 | 1329.889068 | 1329.889068 | 1432.538887 | 1432.538887 | 5730.122975 | 5730.122975 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | ee Temporal Discontinuties | 3160.750183 | 926.281594 | 926.281594 | 907.852599 | 907.852599 | 936.300218 | 936.300218 | 3160.750183 | 3160.750183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | N04 | RF_maintenance | nn Shape | 0.761632 | 0.761632 | -0.810330 | -0.460865 | -0.177012 | -0.174705 | -0.745726 | -0.057049 | -0.230352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Temporal Variability | 0.762984 | -0.709158 | 0.170808 | 0.089712 | 0.021449 | -0.494155 | 0.762984 | -0.247813 | 0.057578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 0.106623 | -0.989274 | -0.950256 | -0.852696 | 0.106623 | -0.767025 | -0.037544 | -0.898112 | -0.234789 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Temporal Variability | 1.805651 | -0.486327 | 0.461519 | -0.327858 | 0.019777 | 0.126659 | 1.805651 | -0.752754 | -0.042932 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Temporal Variability | 1.976942 | -0.479499 | 0.484078 | -0.316196 | -0.197167 | 0.474664 | 1.976942 | -0.899718 | -0.481285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Power | 2.190560 | 0.599213 | 1.893669 | 2.190560 | 1.001523 | nan | nan | -10.619603 | -10.340121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Temporal Variability | 10351.495463 | 0.981642 | 0.539546 | 3.666287 | 5.147322 | 10322.268127 | 10351.495463 | 67.539364 | 65.485593 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Temporal Variability | 1.598393 | -0.009609 | -1.417325 | -0.355486 | -0.733287 | 1.598393 | -0.193038 | -0.423914 | -0.314632 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Temporal Variability | 0.488731 | 0.322976 | -1.450499 | -0.319830 | -0.757402 | 0.488731 | -0.089803 | -0.668707 | -0.291632 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Temporal Variability | 1.441713 | -1.354505 | 0.305743 | -0.392336 | -0.165548 | -0.713254 | 1.441713 | -0.592936 | -0.645671 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 73.513754 | 28.311312 | 22.841463 | 73.513754 | 69.820746 | 18.306986 | 17.222173 | 3.744721 | 3.343147 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 61.323066 | 20.388001 | 25.498651 | 58.322524 | 61.323066 | 23.854999 | 22.025374 | 2.982505 | 3.320934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 63.652056 | 28.371512 | 22.862108 | 63.652056 | 60.417966 | 14.984200 | 15.755495 | 2.686450 | 2.520997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 85.551954 | 26.410874 | 31.788112 | 81.900846 | 85.551954 | 29.909939 | 30.333288 | 4.449859 | 4.667307 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 63.737587 | 23.912069 | 19.563168 | 63.737587 | 60.367032 | 10.208549 | 11.346245 | 0.698542 | 0.701753 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Power | 64.443297 | 32.110734 | 27.678713 | 64.443297 | 61.631569 | 37.690067 | 34.009324 | 9.878693 | 10.337635 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Shape | 0.910581 | 0.134420 | 0.910581 | -0.158196 | -0.275876 | 0.648650 | 0.870820 | -0.311688 | 0.034380 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | nn Shape | 0.761894 | -0.798753 | 0.761894 | -0.194340 | -0.094806 | -0.716919 | 0.693213 | -1.533714 | -0.721016 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Power | 12.675810 | 5.195099 | 3.332244 | 12.675810 | 11.230049 | 6.810657 | 8.512171 | -4.990973 | -4.729393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |